{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-12-20T14:31:32.426295100Z",
     "start_time": "2023-12-20T14:31:26.080848900Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets._samples_generator import make_blobs\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import calinski_harabasz_score"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 创建数据"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "c3ea890f14cd5934"
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "x, y = make_blobs(n_samples=1000,  #生成1000个样本\n",
    "                  n_features=2,\n",
    "                  centers=[[-1, -1], [0, 0], [1, 1], [2, 2]],  #聚类中心\n",
    "                  cluster_std=[0.4, 0.2, 0.2, 0.2],\n",
    "                  random_state=9)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-20T15:03:05.860064500Z",
     "start_time": "2023-12-20T15:03:05.792711300Z"
    }
   },
   "id": "91ce3b7da8128a0f"
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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LPUamxZGNEdLxPnd5JixE7MwZW9YmpuRjv5dEFvB+WQ9XJinpbEqayNvSzMmTJxUA9eKLLwY6noEIIYQUCE1NRmBhznWRHiUDr2BF0wydRXu7scnav5uzVjo6lKqrc8ybcQcG9jkxIQgVigQDRslGRsokxvu2DR3rvZl7vLZrYIkRFC1ZosJakRVkmKWgsBBKtbQ4dB+e824iw/bsz0K1tBj37g7W4gV1QQO+DJM3pRk3XV1dAIBzzz3X8+effvopTp065fgihBDSyzHLBWNmoKp6GbYPLTXaacvLncd5dZaEw0B7u9FRMnUq9LIy4/u4ccD+/cDWrdAHDYK+fLmjNVYJYZVwqg48jyI9jJve3Q0I4NcjrseSGf8TgEIYgKZ0lHa+BcBoJV1b9k8ICelyb/V2dL3uxCHDuOyhhyCrKqED2DLiekydsxr7LhlphC+VlUZ3TeTeNKViu3zCYeDMGeM52PxG9OpqYOvWxM/JLHMVF0OuWYOqN3cY9/7mDsjVq/PbKC0LgZFSSqlwOKz+4R/+QV133XW+xyxdulQBiPliRoQQQnoxQcsFPhmRsKb5dqfEy2A4umVqaoysQFOT1TUTzZ4IRyZl04hJ6tGyW6OdM0KqsDn1V0ZLK6q21pGhCYuo4PWae9d7rnfTiEneGZFkMhoBjwk0nTdD3TV5WZqpra1VgwYNUh1xbvZvf/ub6urqsr46OjoYiBBCSG8nmXKBWxtRV6cUoOZF9B1erbtrrr7Jt3033kb/aNmt1vuMFmFnQGIFMddd5wgwlk69xwikamqi5aCIZsUMMPzWG3JoUUSsBiRo0JZIQxKEDHbX5F0gct9996ni4mL1/vvvJ/U+akQIIaRASGbjbG83Wljb263A4blh41TIJTANiWhmw2yJtX/fOHq6czNvbbU2+orqehWKBAIV1fWqO6ITsYtPHy271ZF58QpY3vzKYFVRXR/Rn0C9etHlvgLWbqmpb85cYYlmdw2K6Etc2pDAQZv9OSVLhrUkeROI6Lqu7rvvPnXxxRerP/zhD0m/n4EIIYQUEO5ygVdZwOtT+m23xXSYdEeCEFP8aZY9Hrhxnto0YpIKCalCEY8OK5iQ0ui40TSrnNMtpOO/3V0xpp/IR/2+7BDB2gOSbiFV8+jpzg4YQKnLLrOVfYzSjnnuz6QW9SpJJdvR02xGhrtr8iYQuffee9WAAQPUCy+8oD766CPr669//Wug9zMQIYSQAsVrI/X6lG4LONzmY/aNtHn0dOv1z6SmGibOtI4JCRk1MisqMozFhJHlePXCy62gxmtj3ja01Oh+sWVezAxKbHsvYrIq4cg57JoTx3ogvDMa8TQeftkMU68SJKuRRxmRjHbNPPbYY+jq6sLkyZNx0UUXWV8tLS2ZvCwhhJBcEWRQm5/plmvAXVPpLZBKhwRiZrRg6VKH6dfnQ58BUNg+tBR3Vj6ES06dNAbJAaiu+jF+cW1ltLtk1y5ACEgAX//jH1CkDOsyr66Yqe/tw39cOQ0y8nNdatZgvP2XjMRfP3eWNcVXAhh74m202ofvSYmpx17Dve2bICK3rwAs2P1L3H5wu3EvZreMneJiYPJk724Xn64Zfdy44LNp8qm7Ji2hT4ZgRoQQQnoRQcsFfmWB1tbYT+mRDEKM54bZAWOzkFejRjlKIXZrdnfmYtvQsY6yTSimg0aoE2efp7ojJR8zy6Hq6qxsilmW2Vs8Sn0WJ6uiWluN7EbES8ReQkopC+HKZpj6lJSyG0G7a5Ikb0ozPYWBCCGE9BKSFFmaA+NijnUEF0XebbNLlkRLEKaZWSQQcGzyEOrRslvVZ7b32jtiuiMlEgWoR66tVqHI0Dv7+2Pe5zWQDkJtuWKiVY5x3JcZNJmko9vFfZ5Ix06u3VTtMBAhhBCSXZJpO7U5oHpuyPZP6U1NUZt388vsWtE0Q3wqhNp/8eW+Go8fTZkT8RURMTbtZufNroFjPN9/tP8FqtvmM6JqanxdV2Ms2yGUamyMfVb2++uJj4d5nnRM600zDEQIIYRkl1SNuNzW5l7nlVJtG1pqlVJCkW4WQ8zqnNli70wJQ6jP7EGEX+nEFuS4Mx3diE7d3TZ0rHE99z1Ij8nCEEotXux5P1bgkU4fj3RlWtIEAxFCCCHZJ9FmaMuaXHPvesv0K24JIfKeeTfOU9fcu94KHiqrl0Xadr07akxNx9Kp90SG3MFHMyKUGjfOCIbq6qLzYiJlIQWohokzHZ0wqrzc03QtqWyQpqmwn7tqqmRI75EKyezfQimlsi+RDcapU6cwYMAAdHV1oX///rleDiGEkER0dhozT4YNMzowOjuBw4eB4cMBAPrgwWi/6AqMPfE2ipQOHYBsbATq6rzPt3w59AULIAGEhMT+S0ag9MTbqK76Mea2/wrT3tuPqXNW4/3zinHZJ53Y2VSLnUOuRtdZZ+Omt3dBQkEvKjI6Qo4ehf7jHwMQxuvW98gaqqqAPXsAIYDx44GNG6E/+CCUEGgZMwNNpbdgzr7NqDq0A3LvHuDYMSOfMmQI9PHj0XzltOgxb+6APHo02oWybx/0cePQPHp69JgDz6OqehnaB4621o62NqNbppeT1P6d8bCoBzAjQgghvRT3RFyz9NDQELzDI1LK2TRikppnE5DaNSKeJREzU9HY6MwQRLIra66+KcalNSxl9LxSRrM5fpoQ971de61D3KpmzYreR2S+jZ+GJV90HemEpRlCCCG5wzZYLibgaGnxb3F1izYjgYNZFrFaaM122Bgxa0QvUlfnH9gIYQ3D8xuSFzIFsTaLeaeupcgzAHpu2LjYtlxbMBVjgia1aDCTB7qOdJI3hmaEEEL6GBGzsp1Droo1IguFACEcRmRz9m2GLjXoVVVOM67OTuCdd6ADlkFY65jp0CGAwYOjZl/l5UDEyKyqehmaS8qh//Snnusyyy6/HjEJISFjzMt+PWISGifONMzOlDIMwrZujTX+mvcApK7HmKy9f14x9g4qwarrqo17PXLEMh9bdV01Fpd/F7cf3G6c59B2yLVrII8dA9rajDLO7NnZ+z3lE1kIjFKGGRFCCOll2IbKxWQA4niFODMF0soUJBSBBmkbtolEzWMX3PDPUW+SSNnEc81Si7bZ2lpu7VmSvcWjHN4kr150eXSYnZf5mH3QXU/ad/MYlmYIIYTkBtvGawyGk1bA4ekV4irV2DthKqrrY7tctAAtwXathe3n7vNZQcGzz0ZahMf6l43c2IMpn86dsJRGmaihwbubKJ3tu3kGAxFCCCG5w2297qfZUComkHAHAw0TZzpFoHV18a/n1lq4MiaO87mDAr8Be4895p216OhQasUKz+Bl4+jp1pC7sKbFCmeTHTrXyzInDEQIIYTkFi9PC7/N1BW4uIWg3UKqXQNLYu3Sg1yvpSVWWKppRpbDfa72dkPMak7JNa3dvbIW5r14uJp2C+lfljIJ6kRrPp9eljlhIEIIISS/SLSZum3drbKHR/Yi2esJZ8tv3AxNU1N8t9ZIW7DjXmbNcqz3za8MThxkBM2IJJs5yRPYNUMIISR/iHTSNF85DVPnrEbzldOg19YanSwm9rH3s2cbXSRtbZDtv0u+qyRyvfaLrkBISEhTpjppkvHz5cuj3TluyssBKdFcUm6staQcYz98B3/93FlW54/+gx8472XDBsg9e4AVKyChcPknH0AHnF05mgacPBm95+Li2G6c1aujBmgmka6bmO6jI0eS/CXkLwxECCEkn+jsNNw17Zt0b8dvM/2P//C/TzMwKS2NBihJXm/sibet1t/mknLoL+7ClssneAdD5nPfsydmrUV6GOOPH4i0GktIXcczIyfjgtN/xjMjJxv3cuYMUFEBXdPw7BUT0Tp6OirfeN4IMg48D4TDQGWlMwCyB1x+gdbw4bHtzkVFhnNtoZCFDE3KsDRDCOlT9EItQCC8ygsQ3veZDlFmZFCeV3nkgRvnxZZL7M9dyvhurZFpv5aORAjjWuZ6Xd009mF93VJzmp0FJc8G2gWBGhFCCOlt9FItQGBcuo8Y3UVPp9HaA5iODqXuvNOzA8Zh615U5Ck2NXxMXBoVKZVassQKcjy9Ruxr8emmeSDIoD+/+8uTgXZBoEaEEEJ6G4WuBTDLEBEdxeIb7nfe5969iXUkfqxbZ5Q8pk6FPmgQ9EsvNXQbAKoOPB/VYMz6Nm46/LJTk3H6dOxz13XIn6+CLiW2jLjeWM/o6dB/vAz413+NdVXVw87fU3GxVaaxl1RCUsP1R1/zL63EK8vZNTQFBgMRQgjJB/qCFsBng9aLigClUgvEXELYLV+bCACW2HTLiOsNXceePcD69bGaDL/nfu65kLqOVddVO2zc9ccfD/Z7Ki6GfPhhVB3abulEivQwbjr8srco1R5M+QlpC5UsZGhShqUZQkifohdqAVLC6z5TLU25/DjmRUofgfw5Eq3H7WcSsYRXdXWJf08u3YlassS/tFKAZblk9m+hlFK5Dob8OHXqFAYMGICuri70798/18shhJDM09lpZAGGDSvINLyF132uWwe9ttZokS0qMjIHiVp2OzuhDx6M5iunoan0Ftz/8kbc9PaLaC4pR1PpLZizb7MxYO7YsfjP02s9y5dDX/AgJBRCUsP+i69A2R/fNbIpgP/vybWmOfs2G6Wgo0e919DWBkydiqlzVuP984px2Sed2NlUa7w+eXKQp5l3JLN/MxAhhBCSP6QSiNkDGKkBSgcUjFIKBCAA+fjjgYIaHD4MDB8evXZjI/SFCyF1PXhwlGxgkWzg0gtgIEIIIaRvYQ9gPvoI+jXXYOdlY7G27Fbc/NYLiTf2deug19RAhsPQNQ1yzZpowJFscJRKYJFKNiiPYSBCCCGk75LLjISZVdm/H/rixUmXmQqlLJfM/l2UpTURQggh2cHWCWMGFnpREaRfB5JH6/QdB7YaQUEyAYE7q/Lww8DYscZ1g5ynuLjXByCpwPZdQgghhUXQOS4m6Wid9pqns2hRQWQ3Mg0zIoQQQgqP2bMhy8uBI0cSZyTMwKW2Fncc2BotpaQw36bHWZU+CAMRQgghhUkypY5kAhcvki0HEQsGIoQQQggQLHDxavGNvLfHWZU+CjUihBBCSBAS2bCb83TsFvJA/BkyhIEIIYQQkhAvMarXUD73cLq+PEMmIAxECCGkUMnnT+L5vDYvUpmO7BW81AScKNyHYCBCCCGFhLnBL1+ev5/Ely+HPmhQ+taWjaAmlRZfr+AlHAJ+9rPMrbMXwkCEEELygXRspvYywIIFicsIuaCx0Vjb6OnpWVu2Sh/xvEn8fncewUtYSOgrV+bH7yJPYCBCCCG5Jh2bqa0MMP/GeZBAcmWEbNDZaQyQS9faguo20oWXGDXe7664GHLePFQdeB47m2pRcXA7Vky4EzIczv3vIo9gIEIIIbkk2c3U79O3rQywZ1AJQkImLiNkW6dx+DCkrseuTdOSczG1ny9Z3UZPsYtRg/zuvvc9QApsH1qKOysfwiWnTibv2lrgMBAhhJBcksxmGu/Tt60M8KXuv2H/JSOsT+KeFue56OaIrHH/JSNw+8HtxtoOPG/MZEnFbyMZ3UYmgq4gv7viYsi1azH1+O/RunFRYrv5vojKY7q6uhQA1dXVleulEEJIz+joUGrnTuO76/WwpqkNJeVqypzVakNJuQoXFXkfJ6XzOKk5j2tqMt4LGN8bGpRqa0v9mpnAvkYpjTWm63xFRUo1NXkfo2nGMZrmfUwqJPMcOzq8fxcFSjL7NwMRQgjJNIk2wiCbaUuLUoCaMme1GvSD36gpc1YrBSjV2uo8LsiGt3On97na2oLdj19QFZR0b8rxzpfpoCvI764Pksz+zdIMIYRkkiA6Aj9HThc64CxDQMQe5NIwBO3mCKxbSEdJx2361VPinS/TOpKAvzviDwMRQgjJJHv2QIbDeGbk5PgbYaLN+dprASFQ+cY27GyqReUb2wApgPHjvY9P1M3h14oaj2x3qaSDngRdQUl3YNXHYCBCCCFAYjFjKmLHdeug33EHAGBj82Lct6cl9Y2wuBjy8cchpJEFEUJAzp/vu9Z0ZWEc5KJLpaekGnSRrMFAhBBCEpUbUilHuIKBljEz8P3dT6Hq0PbUN8LZsyGPHQPq6gCoqEPpggXOICNowJDsJ/n9+2PLQ72hFZXlk7xGKKVUrhfhx6lTpzBgwAB0dXWhf//+uV4OIaQ34Teu3eM4ffBgNF85DU2lt2DOvs3Gp+ajR6NeEfF+7kdbGzB1KqbOWY33zyvGZZ90YmdTLdDaClRUBFv72WcDp08778G2nhP9z8f8l56CphR0TYNcs8bYZFNdc4I16YMHo/2iKzD2w3dQpIehQ0A2NkQCI0KiJLN/MyNCCCk8kslgJMoe+P187974pRo/bYJb0+Eu+djXXlYWew+R9TwzcjLm7X4KbZddjdur653lF7MccShSjjiUhnJE5LqLb7gfE2rWYd6N8yChgLFjUz8nIWAgQggpNJIVVCYSM3r9XGrQq6riBzpBtAnugKmx0bn2knKEpIYtl08w7mHfPuDjj6FLiR9tXw0JhWnv7cfTzUtwov/5seUXpUe///nPqRt6dXYa17UZppWeeKt3lGVI/pPxZuIeQB8RQkjSpOKRkcgLwv5zrUiFhQjuS+HnceHlbyGl59ofuHFe1AAs8j0MqG1Dx6qK6nq1oaRchYQ0PEo6OmLO/eqFl6swkJqhl90DRQjDRI2eGSQB9BEhhPRdUmnXTCRmtP/86Q2QSnmXcrw6a9yCUPOYSFuv4zy6Dl0657CEpIYZf9gLHbAm1rZfPAIAHNkQTemQ8+YZ17GVk/7+yO/w9T/+ARJASEi8fv5Q6HPnGtmVRLizS2NmAAJAaytFnyR9ZCEwShlmRAghKZFJt0s/p87GRn/3VNOJtKEhmtUQItayXYucx1w7hCMTMmXOanXNvetVt3C+LyRk1O69o0OplhYVllJtGjFJhVzHOs6Z6Ln01IGV9FmS2b/ZNUMIKUw6O40sxbBh6fOMMLtZXn0V+qJFkKEQ9KIiyGXLoC9a5N2lsnUr9JoayHAYEcUGJICwEIYvqhBGJgQCEIB8/HGgvNxYe79+wJkzQL9+0MePR/OV07D/kpFY8dzK2G6c2lpg7NjotaQElIJUKubYeTfOQ+mJtxJ30mSi+4b0Cdg1Qwgh6Xa7tAtLFy6EXLYsWsoZO9a3s8YtPlVC4vbqerSMmQEoALqO7UNLUVW9DM1jZhiiVMBYe2mp8f2iiyDnzUPVoe1Y8dxKb6v3gQOd1xo9HRDSs9Szd1BJMDMymoGRLMBAhBBCEuHVibN4cVR3YusocehSlIoJUDSlQ8LQmEgoSADLpsxG+8DR3sGBGQAtXw7oRk5FAZbVe9WB5yGhoP/Lv3hoTsKQ//AP0TbeA89j/8VX4EvdfzPWqGnAyZPxO2loBkYyDAMRQghJhJ+XyM9+ZgQJlZWArqPq4HZn5uDaa6FrGha8sB4PvrAeC15Yj7CQ0CEibcCxGQuHsLazE/rcuQ6xqA6BAxdeDqUUdABbRlxvZUB0CNz/8kZc9kknlv12lVEKevZZQA8DdXWQDT9B2R/fNdZ4cJvRR1NZGW1B9rOx5ywVkkGoESGEkER4aSUObgMAbPnaRKy6rtp47dB2yI0bgcGDo46olZXQ9+yBBBwaEV0rglyzGgCg19ZG9SarV0ezDq2tQGVljMZDFwIy8r/umJ9JGdGcAM0l5dH1Htpu2MMDRsmoujr2foQw9CV2l1ZCUoAaEUIISSdurcQbzxtlF13HP76zG5UHnsczIydDhsNAezv08eMNLcmgQdD37EFzSbmlEQEE8MADkHv3GBt9gtKHpx7E72eaBnn//QCM/7k7MjjhMPCznxlZja98xZHheWbkZEDXe9dUXVIwMCNCCCFBWb4c+oMPAko5sw0HnoeCghACkNLKNCxua8K09/bHdrgAwbIOnZ3QBw6EgoCmdKPTxnbtZb9dhbLOtwyNiBAABKTSrcyLfY2VB56HkALylVeAiy5yZHh819nWZpRkCEkSZkQIISTddHZCX7gQOy+7OjbbAIW2oaUAhCPTsLbsnzwzGrU3LYzNOviYocnHHzecPwAIpRzXXjHxLmPey7RpRnA0Zroj81J1YCt2NtXi9jeeN1qDdR36uHHA1q2ODM/UY7+Pr1UhJIMwECGEkCBEBKtry/4JIeHctLulhrVltxrZiMiGXvbBQcxt/xWMgOB5q2vlxSHfgKYUDp93abRDJt6QvgsuAKDw+wuGQcHwH5mzbzPu29OCjc2LAQD69u2ewREA7B5UAgGBljEzoqLWmhpgzJhoSejYMci1a9mmS3JDJp3VegqdVQkheYPNUbVh4kwVEoZDaUhI1TBxptNhVcjobBchlLr/fqWWLlVhwPpS5vclS6zzVlTXq21Dx0ZnxjQ1RZ1YI+95tOxW9Vnk/KZj6qYRkxz/NlxaNaUWLzau7+GO6ums6jcXh5AkSWb/ZiBCCCFBcQy/05QqL4/auptW8g0NKgyoN786SIWEdAYcQqhQZGBeRXW92jVojCPA6LYff9ddsVbyECoEqGeumOgZXETfL5SqqIiuzRWkdAupnhs2Lv6wPkJ6AC3eCSEkU7it4+3/BqAPHGiEFnC1zx7cBhkxJGucOBPzdz8FETE0M8Wl7cWjMPbE2yiKCE4lYttztw8txdT39sWe3zQ2kxJy4ULoP/mJJUZ1iFohIKEQEhJFSqcglWQEilUJISRduEWkbnMv+78feghQCjuHjo3VbES8PcIA5u/+JSAQ09Y7tvMttNoEp3aDMocWBcCxARfhdtNAzR6EPPwwMG2aQzS7+Ib7I0FI1ACtdYxhgIZ+/VJ7Lvv2AStWBJviS0gcGIgQQogfbhHpggX+3hqdndDXroUEPAWtOgReHPwNCAAaAE2pGHFpEWJfu+nd3djZVIvKN7bhp9fdgZvfegE6BAZ3fYQiPRzrrrp4MXD22bGW80JCAlh1XbVT0HrmTPLP5e67oZeVAd//vvH97rtTe76EgIEIIYR44zVfZvkj0AcNcna1RI5FayukUggLgerXf4v/c+Xfo9LWLdPR/3xM+OANLJ7xP43MSKT7xR6oeLX6yl/8AqirgxACC3b/0nBIrfs+5LPPAvfeGxtchELAmTNOA7ZDOwClW9byUQO0FFp09+2D/uSTjmyO/uS/MzNCUiajGpFdu3ahsbERr776Kj766CNs3rwZN998c+D3UyNCCMkZbW3A1KneGo3jvzdaX4uLjaxJTY1hjQ7g1Bf6of+nZyztx/5LRqLsxFsICwlN6Xj14q/hGx/9wbiGgqXbaC8eif/+4jmYcfh31muAgmxpAa69FvjoI+Cll4AJE4A33nBc02nlvsNwbT19Gjh+HGhvB/74R+ibN0fWJKJakbrvA42N/s+gsxM4fNiwqgeM/25rA/71X2PNz1auBB54IIO/ENKbSGr/zqRq9rnnnlNLlixRmzZtUgDU5s2bk3o/u2YIITnD1q5rdpt8JjVVUV2vFGC1udqP8WqjDQnp7IYxW2cbGpS64QbrtYrqetUtpNo0YpJ64MZ5kXMJ63izDTesaSoc6byZMme12ls8KnochAoLET3W1ia8t3iUtcYQhLGGeB0zTU3Rrhv79YWIbRWGUKq9PWu/GpL/JLN/Z7Q08z/+x//AQw89hFtuuSWTlyGEEH/8Jsomwpwvc8gob1QeeB6/GjUV1a//Nuo66prKu3vIVTEiVU3peP/LF1uZC4eW4zvfgQQQEhJz23+FIqVj1XXV2Dz677HqumpIKMy7cR6aR0+Hijiy7hz8DUAp7Br8DVxw+s/4w1cuBSLmZTqA9ktGQikgLKSjfDL2w3fw18+dhVXXVUODgrzttrjPzFGWilz/9up6NI+ZAQinSZuc9W2gtDS13w/p8+SVRuTTTz/FqVOnHF+EEJIy8RxLgzB7NuSxo0B5OQQUqg5uw01vvwh5551GWWb4cIcodOLR1zx1HsP+3AkJ4JmRk3HB6T8bA/JCIUAI6JqG/ZeMwOT3vd875M8nrIDmF79uwLT39gMAHt3yMDY2L8Zdr/8W7cWjjE6YkhkY++E70KCgKd0REBXpYYw/fgDLfrvKaBdubfV/Jq4Ay7y+jIhppVKQjz0KrFwJ2f47YP361H9HhGQhQ6OUUoFKM0uXLlUwQnvHF0szhJCk8SitpGTgleg89hIGoN44/zJHqcQoZxhOqFE3VltppKbGUUKJeS+g3jh/iGfJp6K63jAok5q65t71lrFZyMPEzH6+hM/E457t16MRGklE3pRmkmXRokXo6uqyvjo6OnK9JEJIb8XjU70128UkSNkmyHlsjDr5PrYOuwZh2Npqx0wHIPDrK4x/t4yZYRzc3Ay9qckStr5+0eVYU3YLwjBErGEIfDDgAow6edSz5GNmKMxsh5lFETDS3abPyO0Ht0NC4bfDron1N/G6F7MsZXbdHNwOIYDWjYvSN4cm1ZIZKTjyKhD5whe+gP79+zu+CCEkJVxlk5iJskHLNvv3x5ZMzPO4tRQRY7K3zx8CDbGeHbuGXOU0OHvwB473jvnjEdzTvhktJeVonDgTEMDgrj8BQMwawkJa7bg6BFY+t9Jo7W1sgGxvhy4lnv3aBMy7cR6e/doE6BCYceR3sfeiad6mZrNnR4fiHT8Gefy48d9HjwKzZ/fsd9PTkhkpLLKQoVFKBSvNuGHXDCGkR9hnw5izYJTyLrdoWmznR+S4vcWjVLfUoiWTxkbj53V1njNfDlwQW0oJQ6hNIyZFSx3wHkZn76DxmjNjL71Y65k0SanWVmP9O3dGB+ZpRTGD+UIQVonIKtdoWuwAvEyRrpIZyWvypjRz+vRpvP7663j99dcBAEePHsXrr7+ODz74IJOXJYQQA/unevsnea9ySzgMfdw456fzyHErJt6F732zDj+aeo/hRjp2rJENWbEixpgsLCRG/ekoAKDyjW2WKyqgcNPbu7CzqRYVB7djbdktnuJUHbA6aNwuqyKyLAE7CnjxReiVlcb6zSwDAPn0BgBAddWP8YtrK42SDhR+Nq7K6ch65TTotbXZKZMkWeoifYBMRkRtbW2e4tNZs2YFej8zIoSQjODxqbxbaoZ3h/npvKNDqZYWa2JujMh0506lANUwcab6zJYtWV12q+U1YheIml/bhpaqiup6y3PEzGx0SyPzYvp0JMyo2MWqQqowRGyWob09xuckJKR65eIrHNkYyxultTUnz54ZkcIjmf07a6WZVGAgQgjJGLZul26pqQU3/HO0PFJX5+iEcWyaMlLCaWlRYWmUTyqq69W2oaUqBKEqqusjJmPRwKPmpoUqJISrxBPtlNk4erqj68XspHF30LjLOJXVyxwlnZgyT1ubszxl786JmKI1TJwZLdVkq0TjVzIjBUPelGYIISRvcHdpzJ4NuXevJercXzzSEm/qK1ei+cppmH/jPI8pupESTmUlAKDq4Da0blyEqUdfg5ACrRsXoazzTWsC77Ips9H1xf7QlMLiG+7HnJuXICyEw2ys4tAODPzvj6zyDGbPhuzogHzgewCAxTPujRmiZxerhmz/HSOonT0bcs8e6NJpcAYhUXVwG76/+5doGTMjuyUav5IZ6ZtkITBKGWZECCFpwe714f7U7/50bhOgXnPveodo1MvCPawVGSUNs5yzYoVSgHrk2moVAtRzw8apH02Zo8IwMiLxRKpmtkStWGGdzyxjGJkLGWu5Drv1uu01ewm8pcX7mv/rf/lnUgjpAcyIEEKIidcUXfun/vJyyA0bjOm5R48C3/ue1fb7pe6/Yf8lIyw785vefjE2QxIOAV/9atRX4913oQN4YM9GaADKj7yCpW1NABTKOt/Er0dc75HdEPjRlDl444Khhuvp/PmG4HTrVsvPY8HuX0IoHbjzTsjjxyE/+MDIKLT/DmhtBYTAlhHXY96N87BlxPXQN2ww7rGxEXpVlXcL8je/Gb/FmZBskIXAKGWYESGE9JiIqNTzU39DgyE+dWdKXK2vj5bdqrYNLTWGyvkJLZuajEyFXYAqpKUL2TVojLWOBTf8s5X9CDkyGe5sS0SPUlHh0Hc4sh0dHUo98oj3PdbWWu9ztO1qRc57pV6DpBmKVQkhxMSvS2PJkpiAwdG90dFhiFZNcanUjLJNQ0Psxh25xq5BY2KCCTPgWDr1HsfPzDJP/fUz1Y+mzvEVnPp10Khnn42xlzcn7JpBTFgItW3oWEd3jWd3TEeHNU2YkHTAQIQQQuy4P/VHMiFeAUOMPsIMSOwak8ZG58YdybqYAYU7mAgJaQUe0VZgc/6MtHWy+JuYeQYoMvZ46x7Lyx2BVsPEmZa+hAEHyTTUiBBCiB13l8bYsZB67HRaXUpPfYTZRWNpTBYtMo4zdSERO/kxHx2OMTjTIaApHd96ZzcAGKECYOg9ALSMmY6pc1ajvXgUoHRLj1L5xvN4ZOJd+PWISTH6jpDU8PLAMTH3IKGMibh79kDfvt3qkmkdMx3zX9oAHYB8+OGez4khJI0wECGE5JZsDT8rLgYmTza+e82hgYhu0vY1BXECjQyJu+nwy9CUsoKJqoPbASi8evHl+O4/PogtIyYBQgCPPQbZ0mIJX//6ubMw9sTbaC4pR1X1MmwfWgoFgV9d+ffY+PUbIAFUvvG8NcBu8Yz7sOq6am8B6m23AadPx6xZUzpkbS2wYEFmnzMhyZKFDE3KsDRDSIETr602G9c2yzVmucVrTQ0NwZ1ATa1Fe3usGNYsi5j32N5ulVbm3TjPs/yycfR0h/g1DDjcVX1bdj1n6dgcY815NIRkCGpECCH5Tz5YfbtFmn5ramxMvrPEda5NIyYZgUh7u0tk6tMxA2FpSszXDcdW4fAS2TRiknrgxnlOe3qlvLthIp09yh0UBXlODF5IElAjQgjJf/Jh+Jm9XBNvTWPHJu8EajvX2M638K13dkPqOvRx46Dfcw+ar5yG26vrAShsH1qKNWW3WkPyqg7tgKyZCwlAU8paz+Ib7oeEQhgAdB1SKay6rhqbR/89Vl1X7Xx+EUdVrFhhfC8vh37PPYBuaFSgK+hz58aWxNylsnXrDE8Tc5iefSggIWmAgQghJDd46TRybaYVb03uoMUL+yY+fDh0KVH///0U9VtXoTUiSm0ePR1QwDMjJ+ODv7sICgJT3n8V97ZvApQyBKWr/h9g9mzoUnqKX9eW3QoJQJfS//mtWwd9/HjDHG38eOChhwCl0FwSsXMvmWEEJXv3RtfvDjqWL49vBhePbGl/SO8nCxmalGFphpACJx/NtFJdU2Oj0xxt1ixrkq6X/mPb0FJLG1JRXa8qq5epR8tujepBzHNI6dCBPFp2a2T4nnScPyxspRavElOkPTnG9Oyxx/zfo/m8J5EFfC61PyQvYGmGENI7yMfhZ6msqbER+oIFaB5tZD22XD4B+pNPQimFLSMmxVi66xCY8t5+rHhuJXQAN7/1AnQIzN23OTqY7spp0DdsgHzlFcjWFqCmBtAk7m3fhKpD2wEA7ZeMhBKR/40rHfiv/zL+e8+e2BKTHo7tsoEAzjvPeI9XWSocjp918SKRpT4hbjIfF6UOMyKEkLyno8PKhFj27TaTsoaJMx2W7vZMR7SbRvN1VnVkH0xxbWSIXbfbAE1qVqeO13A+u4FaSEinuZmfUNfLSTYe8Sz1SZ+BGRFCCMkWhw9D6jpCQuL+lzdi2dafR/UgJeWY/9IGHPvyRXj2axOgSwm5dy8wcaLhJwIAmgb5k4eB1tbEmhlTp3LttdClRJHSY7MeDz6ILV+biP8YPd3yHqk6tANyzWrIpiYIaVxXSAG5dm1U81JcDHnXXVEPlAPPQ955J7BgQXIZonzU/pC8RigVsfnLQ06dOoUBAwagq6sL/fv3z/VyCCEkls5O6IMHo/2iK1B64m1oSsfUOavx/nnFuOyTTuxsqgUA6FKDXLvG6F4ZPBjNV05DU+ktmLNvM6re3GFs8lu3Qq+thQyFoBcVQa5eDZSXA3v2GNe69tpo4NDYCP3BB9FcUm6dp/KNbRBKhw6BIiiEIt/R2gpUVFjrxZEjTmdY231suXwCdg25CtcffQ03HX7ZWFeyTqzr1sXeRz6U3UjWSGb/ZkaEEEJ6QsRVteyP70JTeqwOQ2qGk+rxY8ZmHK9t2a1PAaAPGgRUVkKvrIQ+cGC0fXbBAsiaGiuDUXFwO1ZMuBMSwAtDxxrW7iUzDB3I4MGO9Xp2/0TW5dsOnAz5qP0heQsDEUII6Sn2jbexEVVv7jDKG2/uMLIgtbUxc2l8SxdmoAAYos/R0TKPgoBeUxMVfv7LvwBSYPvQUtxZ+RAuOXXSau91zJ85c8Y43qul1nzt7LPTW1IJ0u5MCFiaIYSQ9ONX/jAJUrpoawOmTvUs86CtzQpWsG4d9Lk1ka4YAUA5yjWOsk9NjdEJo2mQa9YAgPO1u+4yOnVYUiE9JJn9m4EIIYTkAnewEhmwh+HDrX+7tSSVb2wzRKbHjkUDnM5O6IMGYeeQq7G27FbM3/0UyjrfgoRy6ExidCmHdgBKR/Po6c6gZc8eI4PiF0QREgBqRAghJN+xly7sjqaDBlkTcuWaNag6uN3qYhHCeM0RIES6dpZNmY32gaMtG3isXBnVZ3h6hIQgdT1Wq3LmDEsqJKswECGEkFxiMwBrnDgTSinDWj0iMJXHjwGtrZCtLZDHj8eWSvw0J7fdFl+XohUlb1ZGSAZgaYYQQnJJRAtye3U9nm5egtYx02P1HYmyE0E0J17HAGyzJRmBGhFCCOktRLQgOwd/A9Pe2x8rTrULUxOcJ65A1u+YIO8jJEmS2b+LsrQmQgjpPbiFo5kk4kMytabG8iAxMyJ6URFkv35GMJJoLcXFidfqdUyQ9xGSQZgRIYQQO+vWxba5ZqNc0dkJ/Oxn0Ff+FDIcKZXceSf0p57K/lrc68pWUEYKBpZmCCGZx75BAYWxWXm0zAbWaaRxDThyBOjXD/r48eldS7JBRa6CMtLrYfsuISSz2NtNBw40Wk6nTjVeMy3IeyPx7NezhdnWe/p0etdi/50F+T3ZunmmzlmN5iunQa+tdbqyEpIGGIgQQpLDtkHdXl0PBURtyHv7ZpVPk2NTXYuPjXvSQUU+BGWkT8BAhBCSHLYNSlMKmlKFs1lFhKOOWTGrV+em3JTKWvyyHqkEFfkUlJGChoEIIX0Nr0/MyWDboMJCICxEYW1W+TQ5Npm1xMt6pBJU5FNQRgoailUJ6UukS3xoN8eSEoAwhq7RFCt3+A3JM31IgpieeUGfEZIC7JohhMSS7o4Q+wYFcLPKNUF+vwwqSJagoRkhfRm/Fk0PncAdB7YaG1Mqm5LbCIsbW24xSym1tbjjwNZo1sP9O+LvieQZ1IgQUkjEa9Gk+LDwySd9CyEBYWmGkN5AECOqIKl5l7ZDPvywNXK+10CnT0LyHhqaEVJIBDWiipRenhk5GRec/jOeGTk5tkVz9mzI+nojCNF16IsWBTMg62mnTbpI1pSLEJL3MCNCSD6TjMC0sxP6wIFQADSlEBYCQgjI48cdYsWY8x3aAfn0BmDIEOD06dhMQ7KdNpnKWOSD/TohJBDMiBBSKCRrRCUEWsbMwNQ5q9EyZgYAkfh84RBQWQm9rCw205CsI2cmMxZ0+iSkIGEgQkg+4ycwNUfD2wOCw4chdd25Ueth50btcb6wkLi9uh7NJeUISQ1bLp8QDTaS2fwzPZuEYltCChIGIoTkE24thpe75Z13Qh8/PjbrEGSjdp/vwPNYMeFOtA8cjabSW1Ckh7FryFVGsLF3L/Dxx9CFdJ5Tat6bfyRo2X/JSPz1c2dFg5a9e/31Jfb7TaRDodMnIYWJymO6uroUANXV1ZXrpRCSeZqaVFjTlAKM701N0Z91dCjV1qZUe7sKa5raUFKupsxZrTaUlKtwUZHxc+scRZFzFDnPYaejQ6nWVhUWQm0oKVcV1fVq29CxqltI9dywcSoMqDBgnAdQYYjIfwsVFkKplpboNU1uu816T7eQam/xKBUWQoWl9L4n+/1KaZzX6zivtbe1xV6fEJI3JLN/MyNCSKqks5MkUVkjmdHwSnd+96K4GKiogGxoQNWBrWjeuAjT3tsPqXSUH3nFkSpVQuDFId9AGICEMkKNykpnNmbfPuj/5/+guaQcU+esRuuY6SjrfBNQyjmZd26Nlf1w3O/o6VAQRokoUUnHfBbMhBBSEDAQISQV0i3KDKrFiFd+MTd3c+MfPT2xRqOqCpDSCiCaS8qhIBAW0ddaxszApKO/x69HTLKOCUkNW4eUQp87F9i3D9i9GxJwrh+IfU0PA7/5jef9akqHhKIIlZA+BgMRQpIlE6LMoELMeDqJVLpKPASuGhQ05RK9QmHXkKvw/nnFeGbkZBTpYcx473eGF8m4ccCf/wwdcIpggZjXdAjo//N/Avv3e4pmdQiKUAnpa2ShVJQy1IiQvGTnTqUANWXOajXoB79RU+asVgowdAs9oanJ0HsAxvdkdRIdHf76kY4OY91uXYXHe0IQKiSk8zwQatOISaph4kwViuhGYq5z2202LYmhJ9lbPEp1S83Sl4QgDA2KlEotWRK9X6lFtSSJ7p0Qkvcks3/T0IyQZMmksZbfdNSgJmHuUe/LlgEnT0JfscLIXngZkjls3zVA6ZBKQYeAhPE9isLOoWMx7b393uPm+/UDXn4Z2L8f2LABU+esxl8/dxbGHz+Alc+txAuDr8KE46+jSOlRi/nSUk7wJaTASGr/znhY1AOYESF5SzLZi3Rcy6+bxgszW9LYaL0vJIRqmDgztsvG/R4ze/LYYyoshNo1sET9aMoctWnEJCtjUVFdr7o9Mibq2Wcd54vJtAihuiGc79M81kII6fUwI0JINvDLXqT5GvqgQWgePT2afTm4HfL4sfjX9MjaVBzcjjsrH0LrxkVG9mLyZP/3t7UBU6ciJCSKlG5916VE8+jpONH/fMx/aQM018/k2rXRbItrwB6UglQqNpNSVwc0NqbzqRFCcgwt3gnJBtloI92zx9stde/e6DFmG/G+fdF2Yg/h6uf0MOa2bwomBD37bOgAWsdMt9pxdQjIRYtQdWgHFuz+JaAUtlwxEa9efDnCENh6WZlTtDt7NuSyZdaAPQgBXYhYgerKlbkfpkcIyRkMRAjJc7w6TyzsbcT2WTGvvhrbhQOBqcdeC+ZGevq0RzuuAqZNg9y7B7j9dggofOud3Sg98Q40KKOLxt6l09kJfdEiRzsxAFQdeB47m2pRcXA7Vky4EzIcZqsuIX0YBiKE5DPXXgsIgco3tmFnUy0q39gGSAEMHgy0tkKfOxdbLp+AsBBRL5Arp0H/wULI+vpom++hHZB134c8diz+5FwTr3ZirQhobjbadVtbrUO3jJiE+TfOw6+vuN4Ikvr1M37g1U6sFCCA7UNLcWflQxj2nx8YZRvzPYSQPkdRrhdACIlDcTHk449Dr6kBwoCQAvKuu6CPH29kEgBoSoemlGPDv+PAVmDwYKOT58gRyHg6FrMj5+yzgdOnrc4cuWYNqmprcceBrVY3DdasgRICW66YiG+9Y5iYfeud3bjl7RcREtLImpw5Y5zXFsyYOhW9qAiyvh5TFy3CtPf2QYfxaUgfP97o5hkzBti9G5g40eimIYQUPhmXzvYAds0QEiHerBmIWF8PCKVaW73PY/cTsXfkmLNl7J057e1K/a//pcKA2jVwjNVB023zC7HPqgkDxntM/LqL2ttVWLo6b4RwzLdRs2YlXj8hJC9JZv9mIEJIPuPeeH3M1N78ymCHcVgYInazdrcB19TEBDXdUjNadbUiR/uvPUAI2YIQBaiGiTNVt5DR1+rqnOv2Ml9z3UfNTQu9gyl3UJNMGzMhJGdw6B0hvYFEQ/O85tl4aTcg8KPpNZhQsw7zbpxnlEfg6sr3sqVfsyZGw1Gkh7FryFWQ4RD0Bx+M6E+cs2ggBMxxejqA+S89ZXXXNJeUQ1+xAvrAgdF1b90a213kuo979m3yFse+/LL/+ntqq08IyQsYiBCSC+xBxqBBwPLlzp/7bbyAc9bMoR2AAG5+6wV8qftvKD3xVrSr5qGH4rbzSsCa7WIGNSGp4fqjrxmTdpXCR/2/GjN3xhhOB0AIHDm32KFPeWbkZEjdcGYNCYn2i66AXuMRMJgalIPbsbOpFt/48A/e3UHXXWccn8ocHUJI7yALGZqUYWmGFCReM2EglGpoiB6TaJ6NvdzR2GjNeAkJqRomzlR7i0c5NR+RMov9mp9JTT1adqttPoyIKcPYdSBRh1RpuKw2NKiwplk/b5g4U4VEdB32OTOqpiZW29HRocJSqm1DS1VFdb068uWLnWuxa0TizdEhhOQd1IgQks/4BBlhKaMba7Ibb02NZb9+zb3rYy3Yi4qMIXNScwQshs26ptQttzh1ICJqxW4ENcKmP4FSS5YY99HebmhNhIwJWKKaFR8hrF+wdd99Tm2ISTZt9QkhPYIaEULymeHDoUsZUxKRuh4tNZilC7ME8+aO+EZk//Iv0DUNN7/1Aq49fgBFrnKKDIWg19dD6mHoQkBAYcHuXxrnveUW6Js3WzqQnUPHOsoti2+4P6I7ASAAedtt0B9+2CgrXXMN9Mcfh1SGauRE//MdehNTS+LwODG1HV56l6IiYOFC79bd2bONduS2NuN7ED8UQkj+k4XAKGWYESEFgVfLqa2c0i01I+uQaBhdIuwZA0BtGzpWVVTXW6WfXYPGRP+tFRntvc8+q8KRcoqZmaiorvcoxwjjuGeftTI1FdX1jsyJWbaxX/PdLxfHLzExy0FIQcLSDCHZIpGvRbyW04YGa6Jt0ptwe7tSjzwSW8JoaIjx47D/uztSklGRNlvr+oDaWzzKplmBsxwjpbG+SDll3o3z1L3/+APvICNS+gkD6smv35C4LTdesEXfEEJ6JXkXiPz85z9XgwYNUl/4whdUWVmZ+t3vfhfofQxESF6TyNciiM7DaxP223zN1ysqvI2/IuJPd5YiDKE2jZjkFJsKocLSQzBrC14s3UpNTXQtjY3WtUMeQtZuIdW9N/1AVVTXW0GMXbRqXsPTbC3Z50sIyVvySiPS0tKC+fPnY+nSpXjttddQUlKC8vJynDx5MtOXJiRzBPG1CNJy6p7g6+Ud4n79P/7D4euhP/nvxuTdw4ch9Vi7dwmFXUOucrbfKgWpu9t5laHpkBLNY2ZYg+p0cw2dndAXLrSu3VJSDgDWHJyqA89j/yUj8M5Xh+Dmt16AHrF8X3zD/Q6PEx0Adu6MeZ4OTxX6hhDSZ8h4ILJixQrcc889+M53voORI0di9erV+NKXvoR/+7d/y/SlCckcQYIMPzHmsGHe5/TbfPfts15/9Jrb/I2/hg+HLkSMN4gOgeuPvmb9OywEam9aiLBwHadpkI8+CqkbQte/fu4s7L9kZPS+fLxIoHSsuK4ar184HGWdbxlBycFtkIsWQpfG/ZseJyGpYcuISdAfb4oGFV7BF31DCOk7ZDI18+mnnypN09TmzZsdr3/7299W//iP/5jw/SzN9FF6gy4gaHttMmJMv3bWFSus1785c4W/5qKpyab5cLbbdovov7cPuVoN+sFvVMPEmdHjzLW1t6uw6QFit21fssT4me3aDq8S27Ws14QwykiRNXVLTS244Z+j99XaqlRLi/dz9JqpQ98QQnoNeaMROXHihAKg9uzZ43h9wYIFqqysLOb4v/3tb6qrq8v66ujoYCDSF7AHHr1JFxA0yAja+eIX3Lg25Rjjr/LymGM2jZikQhCq5qaFlnZj16ASFQbUc8PGRc+vaUZA4H72XsHOnXfGNToLQ6iQ1/u++10VFk6dStg0RYucy7Orhh01hPRaem0gsnTpUnNIhuOLgUgGyJesg33zkzJ2Imu+fwpOpr02CH6br/v1xYuVuv12p6jUY0OvrF4WNUwzv+yB3ty5SrW0OAKZeTfO8zZcswKQaBeOV8dMzPsiXTshm/trGFCbRkzybAE2gy/LMC1dzzdf/uYJ6QPkjVj1K1/5CjRNw5/+9CfH63/6059w4YUXxhy/aNEidHV1WV8dHR2ZXF7fxU8QmW1cmoidQ66y9Am9RhfgFpv2FD/TLvfr994L/Ve/skSlW742MWZWS1hISy+iQ+D/Gz4OEoDcuBGoqzPChrVroVdWQr/mGkuTcfi8S2P1IxB4/cLLIwLZGQCE52yY2DUIQClrNs2asltRXfVjSAC7hlyF9oGjsWLCXag68HzUuO3OO6GPH2/8fY4fD7z3Xs+fb778zRNCYsl0VFRWVqa++93vWv8Oh8PqkksuUfX19QnfS41IBsinmR0uTYSXkVbeZ0RyRTyb+EjWwa4LcbTleugvQpGsxd7iUda8GLfhWrfU1DX3rreu9cwVE1VISEeWxO4/0i2kCsOZ7eiWmto0YlJMS7FVIsqENiSf/uYJ6SPkTUYEAObPn4/HH38cTz75JN5++23ce++9OHPmDL7zne9k+tLEi3zqRnB1ldz81guAlKg6FNDWPF9xt6JmAp+OHHnffdAB/PqKifjuP/4AYQBbRlxvtfpCCODZZ2P+BrRI1qKs8020jJmB+ZFW23k3zsOEmnVYfMP9KNLDGH/8gGVJXz9lNqqrfgwA+L+nzMbOoWMhATx7xQSEIFCkdEg4W4mL9DBuenc35Kxv46bDL0d/z2vWABUVwOnT6f/7zKe/eUJILFkIjNSqVavUwIED1ec//3lVVlamXnnllUDvY0YkA+T606G7Tu+liUi37iKbZFJsm+jZRabhOqbe+ug4vCzg7boPz8F5NoHsqxdd7shyfHPmCvXMFROjZmdCqnfPLY7NcGmaofvo6DC0KaZQ1naPzIgQ0vvJG7FqT2EgkiFy1Y3gt0n35sDDTiY3PJeoVzU0WNe0np2tXHPNvevV0ilz4rbb2ttuGybOVLsGjfE43ikwjX2/UEe+fLFVogkJoR4tu1VtGzrWOOa222L/1vzuxWTWLGdXkOkcG+D5+4pR2YFDSFZhIEISk+3NP98+lWaig8LPB8Qc8JYqkWf36oWXW50nYUCpxkbP4xzPWEgVtvmBPDdsnAq5Mh3dQqpr7l1vaXTsQYUzYHFlN6RU6u674wc7dXXOv7XIGmN8Ssx7ifx804hJ6oEb5xl6kiB/J0EyUYUS8BLSC8grjQjJU9Ld7ZGIfKrTZ6qDIlkn1aBEnt3X//gHaFAICYn24lHQFy506lCKiyHXrIlqbA7tgPz2TEAK65AZR16BppydSUVKx/jjBwyNjpAQSgcAKKXw83G3R6zZEevoquvQn3zSev2vnzsLY0+87bSfX7nSuLD5t7ZnD2Q4jLGdb6F1zPTocea9RO511XXV2Dz677HquurEfydB7eCz/TdPCAkEAxGSHTK1SScimzNMzEDgzTSLbc8+GzpgbfCtY6Zj7IfvQIbD3ht0JJCAHob+y1+i+cppuL26HkoI/HrEJISEjGm7XfncSmO9354JCON/CxICF5z5L1x/9DWEXa2597+8EWEh8eKgr1uvX3v8AIpcQY5jjevWQb/jjsi5FU70Pz/2uFT+TvIpyCWEJE/mEzSpw9JMgZHtOr1Xuj5T5RM76S4BxGvVNY2/bGUPs0yybehY631VVcus/15wwz87p+EuWWKs99lnYw3lbG25R758sbOcEmnRNdbi48iqFXmuzZwCbIll7eWXZP9O8q3sRwihRoTkMdmq0we0S+8Vm5bXvUAYQlB7oFVX5+vL4nYwNbw8YNi2K+WYU+MOeLYNLVVhCNVt037ErOWJJyynV0toKm1aDb8A0Nbxox59VKkf/jDaVZPM3wnFqITkFQxESH6TDavteJmP3rhp2desaUotWRIbnGhFsRkNIY2sRCSACFnttcIwN7NlKzaNmBTTsvuZ1FRFdb3xHlsmxM9ILSylUjU1wdpytSLjuCVLolb15jWCdsrYoRiVkLyBgQjJX7I11C5Rur43blrmmtvblXrkEe9Aq67OUSYJA0a2oa7Oe7Pv6HCcq/XKv3e07DZMnGmVUezlGHdGxOGS6pdh8goAGxpiMizWtdrbU39OnClDSE5hIELyB/umkO1afr5mPnqyUcabkGuWnuzlEfMrYq0+L9ISa7bmWpkMQL164eWqW0i1acQk9dKlo63A4zOpqYaJM63j7IZp5nUCa27crbw+5SAFKLVyZc+eT75PbyakgGEgQvID96bg0jBkRCjqJt8yHz3ZKF2BnN1wzNJZ/PCH0WDBR1hqfjdLNGbWw+2sGoroQyxBqZROnxEYAU/KE5Mj5TO3r0nKGRGKVgnJGxiIkNzjowlIedPqLbgyQI7MR5CNMl62xGNIoAKUWrpUqcZGR6bELkz1LJ9AqCe/foOhAxFS/WjqHEvj4RnoaEVWIFlRXa8qq5dFr19Xl3zmKWLxbpqbuYfnqWuvTf7ZZ6MjihASCAYiJPf4bQqpbFq9BXu2Q4ho2SNo63CibIktkGmYODM6JVdqKmwLPOxtu/brPHDjPMe/u4VUj5bd6nRCnTTJuQa78DReIJVM5snnOYVgTPQN7KbqhhkRQvIGBiIk96Rr0+ot2O7X3SobqHU46CYa2cS9Wmgrqutj2nb9MiJ2jYdXYKPKy53zYEwL9p7qblz3abURRzItjkxPa2vyv4d81QUR0sdgIELyg760KdiyHXbzMM/WYbOdVrM9k3jZEne5pqXF1+8jOj9G2DQiQv3+guFWmaVbao6ZMBXV9Yk7YSC8B+314DktuOGfHTqWvcWjYgMic1aNed0gIt9CDHQJ6WVw1gzJDG679ETMng159CjQ1mZ8nz07s+tLhWTvyQ+bNXlYCISF8LcpNy3Yze+u9zves29f7Fyca6+NPVZITH1vH3Y21aLyjW1YOeEuPHvFROhCAAI4eu7FUFAIQ6BID6P0xFsAAF1qmNv+q1hrdijsGnKV49/WPJh4M1sSPc/Ifd7/8kYs2/pzx7yZss438f3dv0TLmBnGa6OnQV/+CPRBg4C77w4+H4gzZQjpXWQhMEoZZkTyiEJsi0z3PdkzQFJG/TzMbFCi8os7gxQRoHoe7zA4K1JhIYzJupFuFrMbxSyrWMeaehDzfuOUerxKOXGFn0GfZxwXV6/Xdg0q8W5VZsaDkLyFpRmSXgpRBJipe3L5ZDhKBEG6OuzvSXS8eWykVDPvxnneXS3m+UwzNHfZoqMjYoTm7FyJKeXEez7JPs/29tgOKk2LOcdnUrM6etgNQ0jvgaUZkl5663TTeGWCTN2TWRaIXAPDhkVLBEEmy9rLComOLy62/luXEhOPvoaQkLj5rRdwst+5uPmtF6LHm+ctLY0tWxQXA9/7HgBg+9BSVFUvQ3NJOSCM8xbpYZR99A7kAw8AH33k/UyTfZ6lpZBr1zonFa9ZY0wvPrTDKjH99Lo7MOajw47Jv9Zz6NcvPWU1QkhuyUJglDLMiOQJvTEjYkv/h6WM2wprdW+Y02zTcW2/EkWyAt54x9uvI6XDJTXm2omEnn7Zl9ZWI1ti8yjxvK9U/0a8hKVmhsa8ZlGRUrNmOZ/DrFmFVyokpIBgaYakn97UAdPRocJCWN0XIdOrwqsV1k870ZNrBzEtS6arw2ez9hwiV1MT1aa4dCBx7y/BtGKvgXgx9+X1N9ITO3v3fdvKS70uMCakj8HSDEk/vaEDxmTPHkApq/uiZcwMQFfA3r3O42bPhtyzB7qUaC4pNzo1rpwGvbY29XR/kBJFsl0nXsd7XSccgv7442gePS16LzW10OfORfOV0+LfX3Ex5MKFqDq4LVoqWb0aOH0aMhzG7iFXxXbWuO/L/TcCBO908cJ93+a/I2vqdaVCQognDERIcNLVFpmultk4SCCmHdWT06ch9QQbbDIE0YH4sW5d8I3b6zqaFnsv4VCw+7v7bug//jGkrkMHIG++2Qg2I9cx9ScJ78umkdFrahIHQKnQk2dMCMk/spChSRmWZgqQbLQBR6a6OlL3UvNO3WdC/5JKGSuVdQRp9w0y36e93bN919LLOEpYIth9ZXruS28qFRLSB6FGhOQn2RS9+jmY+h2b7k0tWR1Iqhu3+zpe95Lo/h55xPvaK1fGXser/ddnXRn/XdNBlZC8JZn9WyilfHLWuefUqVMYMGAAurq60L9//1wvh/SUtjZg6lRMnbMa759XjMs+6cTOplrjdbPlNZ10dholCHsLbTqOzQSdndAHD0bzldPQVHoL5uzbbOg0jh5Nfj1e9xLv/vbtg15WhuaS8ui1DzwP2f47o903Vdatg15bCxkKQS8qMjQn8bRFnZ1Gy/Pw4XRFJaSXk8z+zUCEJEdPNot4my1QuJtQ0GeW7MadTu6+G/qT/25YuUNAzvo2sH59z88bNMBbtw56TQ1kOGxoXdasyW9BNCEkLgxESGZIx2bhtdkChbsJJfvMcpmZ2bcPePll4LrrepYJ8SJeMJbObBAhJC9gIELSS2cnsGcP9DvuSH/pACjcTYgbrEGiYCzbJTtCSMZJZv9m+25vJgttsFZLaWVl6t4N7nXa24Btfhh//dxZ2H/JyOTbZ7PxHFKht1rjp5POzsRtvGzHJaRPw0Ckt5KM50Sq2DaR26vr44+2T3WdkU1o2W9X4aXV/xdWPLcSOgDs3x9sjdl4DvGIFwRxgw1s8CbXrHHOnVm9um9ljQjpy2Swe6fHsH3Xh2y1wbpaShsmzgzuI5HMOhsakh/z3tGhVEtLYo+MTBLEE6U3+13Es2cPat2ezN8q23EJKRho8V7oZCvl7/pEf8mpk4AmgdbWYDbvQdc5dmysE2q8+7GVi6DrONH//OyVPswMyL59wZxDe5M1vp14maZkslDJZDvS5dxLCOldZCEwShlmRHzItjFYqp/og64zyU/N7mNDQqqK6vrMZ0TsGZDIQL2MOYfmkni/j3RO2SWEFCx0Vu0LZDPl35NNJOg6gx7n50Ca6ecQ2YD3Fo9S3UJaE3tfvejywpsAG8/lNdPW7YSQgoDOqn2FXLuButcSxyci0DqDHOfVEntoB+TGp4Hx4zP3HCItpiEh0TpmutOBFCo5A7J8dxDt7IQ+aBB2DrkKa8v+CTe/9YLDeI4tyYSQRCS1f2c8LOoBzIj0ErIxyM59vWwLQDs6/MsxK1daZYuEAs5EzyqoCLQH9xFojTKa9QlL6VxnbxbgEkKyAkszJHlS3QCzqVdxXTfo8LW0bOxNTSoshH93T5BgzOtZabZnlemALh1rtB1HzQchxA92zZDk6IkXR65Mu4J0WKTLY8T0UxkzA49MnInKN7YZHSCHdjgs6hN20Hg9q3AI+NnPghl/9YSg5/dbo/v3yQ4XQkiaYCBSiLhNtuKZbvV0A3S1+N7/8kboUgL9+vmvJxvEu69k12PbnH9xbSWqq34MAIYuZfbs4MGYh8FZWEjoK1cCe/ZkNqDrwRr7nAkbISSrMBApNNxZgLvvjp8ViGyAz4ycnNoG6PKJuOntFyF1Hfr48cDy5cCCBclnJdIRuPhtvD/7WfLrcW3ON7/1grE5jx/v+XPfzbu4GHLePFQdeB47m2pRcXA7Vky4EzIcBoTIbACQzBrpckoIySZZKBWlDDUiSeKq728aMSm+Y6lNMxASQjVMnJm6xqO9PdblNCJ2jLl+e7u/biNdOglPrYOWup4lkUAzqICzo0OFpVTbhpbGep9kWgSazPmpASGE9AC27/ZVXFNMbz24AyueW4nbq+uhKYWwEGjduMg4btiw2DbMA88Dmow/qt6v9dRvgioQ85oupZE1cU9i9ZtWu2cPcPp08u2u69ZBr62FDIWM9toHHgCWL099yqtranDMcwjapuxel73tN9Mt2fnU8k0IKVjYvttX8cmIhCJtpyEhjFZMs5PEqxW1tdX//O5sRUNDNLPhkYHoFlJ1Cxk8Q+OzJquVNJUMif2Tfbo6fNKRtWHGgRBSwLB9ty9jT79rmgoL4dx4pZbapuw6fm/xKBU2HU3Nzdh+bQi1t3iUapg4U4VMJ9JIQOHryplsaSkVZs2KDu6DUGrWrOTen8t25Uz6ixBCSBph+25fxj5k7emnIZVyCjb1sJGaT1aUaBN//vVzZ2HsibfRXFIe7UipqQXOOccoo7S1QTb8BGV/fBcLdv8SQgqgrg7ylVfiCybdwtd3dyc3DC8RnZ3Qn3oKW0Zcjx9NmYOXB46G/tRTwL59wcWxuWhXTqYNORcdSoQQ0hOyEBilDDMiPSTIp3dX6SLe2HfzXPNunOc/78VeqvAqP3gJJt3XNd/X3p501iZu1iBS+mmYONMxL8Z0TA1UZsl2RiSZ62Xb4ZYQQnxgaSYX5GvqPJmhc4k2MUfpxVkyiTsB1y/QCOJIms71RzpWQq5yVdLTe7NpcR50yFyuSkaEEOIBA5Fsk++fRBMJI4NmTnbuNFpv29qUamx06EEaJs703ijjPZugm2c61m9SV+e5sVdWL0tukmy2xKZB741TcQkheQQ1Itkk09bcHtdLWgOQyI47ke7BrlEYPx547z1D83H0KNDaCkiBS06djNV9eD2bmhpDkxHkuulav53vfQ+6lC53UwEdIjkTsWxZnAfV8tARlRDSW8lCYJQyvSIjks1Poj3JvATUf8R86vYxBlMtLU5jNK9ShV87rhBG62/QAWsB7i1wRiQyRdfs5AkJGe3+yedJskEyMJyKSwjJE1iaySbZqs335DrJ6j/iBBMNE2fGtu1G1hezUXqt2WqdhVKNjZGR85pV4gkLkdoGGm8TtgdhkfupqK5XldXLVEV1vRE4rlxZGHoK+pMQQvIABiLZJhufRFPNvCSZLYgXTFRU18cIPRMGQ/YgKOIt4sisRKzhPS3Pk8WvS8dlwlZQos58FUkTQvo01IhkG7t3x9Gj/vboPSFVDUAy+gkv3YNNo9C6cRE0ty9JIg+N2bMh9+6FLgQkFBbfcL9tvHwYeOklSF3Hsimz0T5wdM98Odzr99KoLF4M+fDD8TUXvcWLIxl/EUIIyVMYiKSLdIgX422AqU5FjQQw97+8Ebce3IH7X96YvIjRDLRaW6FLicVtTSj74KARDEFExad+91FaCvmTn0AHYgOpCRMyJ7L0C8LGjo0NHM01L18e3dwHDQIWLMi/gKSz0/hdzJ2bPZE0IYRkiixkaFKm15Rm0kFQIWoqGoBZs6K6DiB5W3P7GmXUCCwkjFKL30TfmPtobIz+zF7CamoyRKqA8T1dpa2gZSlH+cjwRzGs6SN6FplHLdmutfq2TceD5RxCSIahRqS3kUnBa7rO7XGez6QWFXtGgqOwpqlNIyapeTfOM2bFxHNyNbEHOFKmd9NPpN/xcIytqK53DOuzZvS0t3tv4Onc2JPsbkrJjC2fPW8IIQUBNSK9jUgJ4ZmRk3HB6T/jmZGT0ze/JF2zUTzO8zk9jLntm6KllMgx33pnN1Y8txLfemd37LX8dByjpxslhtHTg5UYzFKK35wY8+fl5fH1O7b72jOoBCEhMbf9VyhSesyMHn3cuFg9Rjp1GonO5fE70JSO1o2LgpXqsu15QwghAWAgkg8MHw5dCGxsXmx96VKmRydx9tnQpcT9L2/smQbDSywLganHXotugGfOQAfw7BUTMf/GeXj2iomGhqRfP//zxguU/DQz9g27rCxxcLB1azT4cZ/Tdl9f6v4b9l8yAlPf2x+rZ4HAlq9NdG7g+/Z5b+zJDNEzCRIkeP0OtCKgtTWYSDoXA/sIISQRWcjQpEyfKs1Ij1JAT1P9Lj1BQo+NIOcrsmk56uqc2pBIecUcKGd+99UttLcr9cMfxt57UZFTT+LyKzHLPzHlk6Ki+IPyvMoSHR1K1dU5tStLlkRMz0TE9Ex4t06vWOFt2GaWmZIpfQRtz+5Jqzjn0RBCsgQ1Ir2NTLiz+jmitrdHj0lFLxDHa+S5YeNihuGFIZzXNHEJaK0JuEVF8b0+Is/KdwKwT3CgWltjzymlM2hwB1bms4kclyjo2TRiUuz9B93oe+r3EhS6rxJCsgA1Ir2NTMwJ8UrDh8PAmTPGz1PVC3i1KUeute3y8ZCA85pQ0Wua7NsH/ckn0VxSbly7pBxQAB57zCgxjB3rXULYu9d6VhOPvoaQkMHbgZWKPaeuY+eQq6P3/9OfRtc4ezbksWOGtuT4cci1a6Ot04e2Q9bXAxddBDlvHqoOGa/f9O7u2PsPhYD/+I9AzzVwe3ZPWsWz4XlDCCHJkIXAKGX6TEZEqfR/Uk30CTudWZhE5RL3J/dHHvG+9sqV/muHiHbU2J8VROwz83qWPuesqK4Pfv8NDdEMihDOTp+6Ou+ykLm+nmScCCGkl8HSTG8l3ZuQe0NuaIjqQSK6lG1Dx/bcWt19La/gwE57e/wSTlOTsdEjqtFomDgzZhifamsz3uP1zNzPsqNDqdtvt87ZLaQKIQm7+qBW967n4LC0px6DENJHSGb/FkoplducjD+nTp3CgAED0NXVhf79++d6OflPZydw+DAwfLijPRZHjgD790NfuBAyHIauaZB33QX9l7+E1HXoACAl5Nq1qaXqzeuefbZRhunXz/g+bFi0U8W9rrvvhv7kv0NCQYeAnPVtYP16o2Q0eDCar5yGZ0ZOxtz2TZj8/quYUPtv+FL337CzqdboSJk8Ofj61q2DXlNj3DuMVrEQBI5/+SIM+a+PjDVoGuTDDwN1dd7naGsDpk7F1DmrccHpP2Nj82JMnbMa759XjMs+6XSuq7PTKMfMn+9/DCGEFDDJ7N/UiBQKfh4UxcXAsGHQFy506kGe/PdoO2pJOSAkUF7es+uOG2e0rpaWRjUMfutavx6y/XfAypXG9/Xrjddt2pb2gaOxbMpsFCkd448fSE07E9HCbLl8AkJCWrqU1pIZRhBy4/+ALqURpCxc6O8DYtPxhIVAWAh/TU9xMVBRkTnrekIIKSQylZZ56KGH1Pjx49UXv/hFNWDAgJTO0edKM6mSoh7kgRvn9UwfErnu3uJRVqtuGFCqsdF/XZqmVEtLoBJIjM4iFe1Mgi6bsJTxnWDt2FuKpTRarOOtix0qhJA+Sl50zXz22WeoqKjAvffem6lLEJNERlU+ZmTXH30t/qf1RFNoI9cde+JttI6ZbmVX9IULjcxIa6tjXSf6nw+Ew0Blpb8LqVf3SGND6l0eZ58NHfDuspESUtfjO8GarFsXLW1JCfnww5DHj8Vfl1eHiv2Z9pYpv4QQkkkyHRU98cQTzIhkmiAeFG4zsvJy7wF09uMTeYxEBK9xTb0Atbd4VHyBp889JRTuJpjLonbuNLIvgOo2sxc2AWzYNuQuru9JuozA3N4kIsmOGkII6SXkRUYkFT799FOcOnXK8ZVVeusn1CAeFOan87o6QOmG7TkA1NXFfqJPwmNE3nNPfDv0knKUdb6F1o2LoCkV3F48nldGZyewYAH0QYOi2pMFC6Lrs+tS7rgDuhB49msT0Dx6OhQi2mxlCKQkgP2XjMRfP3eWMeMHCjh2zHm9dFiju5/p6OlQELi9up4zXwghfZtMR0XJZESWLl2qYFhbOb6ykhEphKmkibIIQT/ZB/EYcdnHOz7de7136dK0ZxUcbb2mz4iXK6vUVFhIj+xH1PrezJB4/v7TkRHxeaaV1cvS46RLCCF5RMYyIgsXLoQQIu7XO++8k3JQtGjRInR1dVlfHR0dKZ8rKXrDVNIg2ZpEjpt+n+zdzp+JnF4jz6v9oisQFtJovVIKqK2F3LvX+73/8A8OF9JA02I9noH999QyZgYeePlpK5Oxc8jVlo7DPTlX/vBfHK6nz4ycDABWF03LmBlQQnpnKJJxPfXD45mGhYQOwY4aQkjfJpkI5+TJk+rtt9+O+/Xpp5863tMrNCKZmPWSTtKVrYnXkeI+b7yOj8jzitF8CBlr6lVUZMyVsWkjHDNdXOuLO4DP5/e0bWip+kxqqqK63rpGorkw24aOTT5D0VPDOftzkVpUR9OTjppkhhYSQkiWyCtn1V4RiGR7Kmkym0e61+Zw/oR69cLL/c/rt/F2dFilmJjg7bHHnO+NNw3XvS6zvCOEvyNrpN3WHkiF4HJebWz0DqIcgl0tJmAJCRl1mU3H9GMv7M80HYFNby8nEkIKkrwIRI4fP65+//vfq//9v/+3Ovvss9Xvf/979fvf/1795S9/CXyOjAYi7mAgW54PyW4emcjWNDZan8a7hVQLbvjn5M/7zW96d5wsXZr8+js6HHoNS3Pi7vqxaVISdv/ECaJUW5uhJbHZyIdht5SPTOVNJUDIVoYi28EzIYQkQV4EIrNmzfIUnrYlsYFmLBDxCwYyPXAslc0j1Q3Hb0P0OF+31BKbebmJzIsJRYzMQhExaEqtr48+6h3U2LIrnsZo5rWS/b3ZhvT9aMocdeCCy5QCVEV1vaqsXmaVeNSKFcn9LWQzQ5Hv5URCSJ8mLwKRdJCRQCSXnyRT3TySzdbE2xB91hCWMuqIGpRZsxxZDDVrVvRn9kAo0fp/+EPfThvV0eE/rTfVTTfyDLpdQZT5N7G3eJR/B40fOSjvMSNCCMlXeq2PSFZIhydEqiTqRvHDy6HTj0QdQD4uq1LX489a8WL9esj29si8mPbovBj3fBkg/vq/9S1PLxJ0dxvv//73Y3/eky6TiNuq6QbbMmY6AIGqg9uxs6kWZZ1vWt00gTuogvxdpdOnJh2dPIQQkg9kITBKmYLLiCiVeS1KUA+QTI2qtz3fiup6tW3oWCOr4KXVsJeOZs1y6DVURYVVPukW0phnY3dHTTZ7Y79mxG015hm1thrlmFSyL4n+rjJVtsl0OZEQQlKApZlE5HoYWSY3j6CBVkdH6ptuPCKB0MbR01W3FVjAaNk18duU29uVWrnS+O4xrO6ae9erByL/TnqNbnt1rxbfSCdLWEq1bejYaAdN0ODM7+8q18EvIYRkGQYiQSjkT5JBA60gG2SyXSCNjQ63UqutVrNt9PGuaV4v0vZrZkR6tIl7XVNKY032Z9TRoVRdnWNOTljK5AJVr78rCksJIX0MBiIkeKAVL2hJtpzgseHbjcZUW5t/WaStLfZ6s2Y5SkgpZ7D8AoHW1ugzamoyghN3946WhswFMyLxoSkbIQUHA5G+QLL/8040qdYdtKSyecZxPg1rmlJLlnhv9h7Op/bXTWO0lDNYAbIwYU3zdVtNS+Yi1+XAfIWmbIQUJOyaKXTcXSmJOl0SHe81oyaV7iKfjpyp7+2DDIeh//jHaB49HY9MnInKN7YZ3R6HdkAuWwbs3u19vTNnjO6Y06eN76l0hSTqMInc69qyf0JIyNjunH79et7tkkznU1+hN8x4IoRkniwERinDjIgHyWYq/I43BaHJvi+ZUo+mqbAQatOISQ7R6aAf/CZarqmtdTimxnTwRKbpJv2J2SsDFM+yPnKvDRNnWiZtYc01JyfTn9j7WomC2hlCChaWZgqZZP/nHc/ALNHmmmo5wdzwbXqQa+5dHys61TQVlj5D+MyZMakEQzYL+7Cm+Q/Zs6+3ri4qXjXfE3ROTjroiyUKamcIKVgYiBQy6ciIQDgHxyV4f7q0GYZjqS3QmDHDO6hauTKaHUj2E3NDg6ddfFj4eI+42nodQUu2PrH35Q2Z2hlCChIGIoVOKpbvtnJJqoZdnqWORKUE91obGqJTeaVUISH8u1SS3aDb232nAm8bWmoEQQ0NjvUHEbEmbDVOde6PSV8vURRyKz0hfRQGIn2BFAa9WQFAsp++vcoGyZQSvNZaV6cUoBomzlSf2R1T7cZn5rWDBF2R9ltzhoxfC7Fjqm6yLrT26we9/yDH9eWMCCGkIGEgQuKTTEbFa5PUtJ5tnBH3UjMbYljBl6qw9LCCjxwfN+jqiE7TDZl28LaBdqapmmkRbwUaybjQ2q+fxPsCP6ckTOj6lKCVENIrYSBCEhM0o+KXNehJKSFyzoTZkKDY1vjQ5O9YOpRQ5MvMkuwtHhUbCKSiUQhaSkm25JLod9IXBa2EkF4JfURIYry8Q7zw8gbRtNSmCLvOecmpk7iz8iFsH1oKaBL43vdijw0ysda2xh3DrsHrFw6HDkADIISELgSKlI6yP74bO6E2FX+PoFOUk522HO93Qs8NQkihkoXAKGWYEckS7nS/+99eWYOedjsEeX8yGQA/UWxkvk1POn88SyHJaFfS0RXS1wWthJBeRTL7t1BKqVwHQ36cOnUKAwYMQFdXF/r375/r5eSGzk7g8GFg+PDUXEUTsW4d9Joaw/lU0yDvugv6U09F/71mjZEl6Ow0XFXt7qZeryVDvPd3dkIfPBjNV05DU+ktmLNvs+GIevSo/7V6uh43y5dD/8EPIHXd+SySvV461pXK8yCEkByR1P6d8bCoB/T5jEimNQE99RjJJLnMAHR0KFVT4z0TJ1PPIpVWaGpECCF5CjUiqRBEi5BNsqEJ8JonA4VdQ67yny+TynNK5T3J6ivSdf1166APGgR9zRpIILlZO6kSdHYQ59UQQgoQBiJA8kPkskEqQ+eSxWdI3fVHX/Pe/FN5Tqk+2+JiyIcfRtWh7d6D6oKSzPUjwd/OIVdBArED8DQttUAoHskGnEFFxoQQ0lvIQoYmZbJSmslXM6lsrcud7p81yzv9n8p6enIPbut1uyNqUJJ1Ro2Ugyqq66123257e7GXRXxPfT0oQiWEFCAszSRDNjIPqZBodH0qeJUo3On+9eu90/9+z2nvXv+yR7LP1lzfvn3OLMHo6dAXL06+LBXv+l6ZkkiG6Oa3XsDKCXei9MTbKNLD0KWEbPgJUFfnPH86MmnpLEERQkhvJAuBUcr06YyISbzW02Q+jfdU+Or1nKSMf85knUXtGZB0ZAn8rh/P5t6eIYqYoYWl7Nm9JYIiVEJIgUFn1WTpjRtBkrNe0rJpuobnhaVMfM4gzzaT3Tte109UDokM5It7/XjnSKVckwmvE0IIyREszSRLb+tGSFbgmK7yk/05Pf00pK4nPmeQZ+vTvXPTu7t7Xpbyun6icsjp05C6jlXXVfuXofzOsX9/yuLclESo+Si0JoSQZMhCYJQyfd5HxI8UZpikvfyUznPGKaFkbDx8vExN0DKUh5trVst8+V5WJIT0WViaKXRS2YAyUX5K5zlzUR6LVw4JWoYyz9HertQjj2S3A4YdN4SQPIUW732Bdeug19ZChkLQi4qM0kWiklK6LdDTfU7zXP36AadPZ87WPtn1nDwJVFZi6pzVeP+8Ylz2SSd2NtUaZZrJk502+QCaS8qzY8NO23dCSJ6SzP7NQKQ3k45ZL5mcY5MK7tk37vkuQUj3fcXb8AHHz5b9dhXKOt+ChAoeIPaEVAJSQgjJMAxESGLSseGnk85OYM8e6NXVaB49PfVP+Jm6L78Nv60NmDo1NluyciVw223ZCfAykekihJAekMz+za6ZXJOLGTfZmGNju1bC+zM7PyorAV3Hif7np9bdk8n7snff7NkDXHZZ/O6ZbAUhAG3fCSG9GgYiuSRXrZfZcpMNcn/u4KGkHPNf2oCyDw4m7zKa6fsqLgbeew/6+PHRe9q6Nf0OuHbybRgjIYSkGQYiuSKbWQk32bAVD3p/HsGDpnS0blyU/Kae6fvyu6fy8sz40NAjhBDSB2AgkityOeMmE3Ns3AS9P6/gQSsCWluT39QzfV/x7qkn5RGvrEcuA1VCCMkiDERyRa6HnQV1k021NBD0/ryChzWrgYqK1J1U9+wBVqwwvqdTgJuJ35lf1iNfhzESQki6yaijSQ8peEOzfJ9x09NBecncX09mrbiv2ZM1Bzl/un5n8Yzp6JpKCOnF0NCsN5Hp1stUPTXSZZaVzdbSTBt8mc/y7LOBM2d6fk9+rb92ozR6hBBCeiFs3+1NZLL1MqjY0av8kq7SQDZbSzNZzrA/y/Hjgffe6/k9JSr19LZhjIQQkgIMRAqVoGJHd7DS2GgEJWefnVsNi5sgWpVEG3uqepdMCUeDiGvpEUIIKXQyXijqAQWvEckkQQaiuXQIe4tHqTAQ1VfMmpUfGpZkdB9+Go6eaEcyPVwuXfoYQgjJE5LZv5kRKVSCdHjYShl//dxZGHvibTSXlEc/9W/YYHSe5LI04JWNqKkFWlu9MxJe5YyeZjQy3eHErAchpA/DQKRQCZL2t22w1x4/gCKlx+orzpzJ/CYZr2TipfsIh4DKSn/di3tj76l2JBu+KybuZ0FnVUJIgcNApJBJJHa0bbArnlsJHci+JiSRoNYjGxEWErdX1wfPbKQjo5EN4aj7Wdx9N51VCSGFTxZKRSlDjUiWMDUKjY3Z1YQE9cqw6z4gVMPEmclrNfLds8XrWUCoTSMm0UeEENLroEaEJIdZyqiry267aNCSiZmNaG0FpMAlp04mn9nI91ZYr2cBhV1DrqKzKiGkoCnK9QJInlFcHKt9SNUULRG2kolpQKYXFUF6BRbFxUBFBeSpU6iqrcUdB7ZGTb6Crsnr3vIFr2cBgeuPvoYDF38t/rMhhJBeDJ1VSXzWrYNeUwMZDkPXNMg1a9KbTUjFPdTt1pqpQCnbuJ/FnXcanUt0ViWE9DKS2b8ZiBB/Mm2ZbrtOyjbwmQ6Uso1XkJUti3xCCEkTtHgn6SFbE2BT9dHIlONpLnE/C3qMEEIKHAYixB+/ttd+/fLD2yJbgRIhhJCMwUCE+ONl5HXnncbQt3zwtsi046kbmosRQkjaoUaEJMbUKfTrB338+MxrRpIhFbFrqtcpJC0KIYRkEGpESHoxdQqnT+dfKSQb/iCFqEUhhJA8gYEICU7QUki2SxiZFnRSi0IIIRmDgQgJTpDhb4lmx/RGsq1FIYSQPgQ1IiR5/LwtsuU7kguypUUhhJACgBoRkln8SiGFXMLI91k1hBDSS2Eg0lfJhI6j0EsYNBcjhJC0w0CkL5IpHUc8DQk9OAghhHjAQKSvkelWVK8SRj4IWBkIEUJIXsJApK+RDR2HvYSRDx4c+RAIEUII8YSBSF8j2zqOXAtY8yEQIoQQ4gsDkb5GEC+QdJJrAWuuAyFCCCFxKcr1AkgOmD0bsrwcOHIE0u0Fkm7MwKe2Fncc2Br14MhW54ktEDK9TfSiIuO+CSGE5JyMGZodO3YM//qv/4qdO3fij3/8Iy6++GLcddddWLJkCT7/+c8HOgcNzQoIPxO0bEAzMkIIySrJ7N8Zy4i888470HUda9aswbBhw3Do0CHcc889OHPmDJYvX56py5J8pbg4NgDp7AQOHwaGD89scJLNDBAhhJCkyKrFe2NjIx577DG8//77gY5nRqSAWbcOek0NZDgMXdMg16xhloIQQgqEvLV47+rqwrnnnuv7808//RSnTp1yfJEChJ0shBBCImQtEDly5AhWrVqFmpoa32Pq6+sxYMAA6+vSSy/N1vJINmEnCyGEkAhJByILFy6EECLu1zvvvON4z4kTJ3DDDTegoqIC99xzj++5Fy1ahK6uLuuro6Mj+Tsi+U+uW3oJIYTkDUlrRD7++GN88skncY+57LLLrM6YDz/8EJMnT8a4ceOwfv16SBk89qFGpIBhJwshhBQsyezfGRWrnjhxAlOmTMHVV1+Np556CpqmJfV+BiIFTi5begkhhGSMvGjfPXHiBCZPnoxBgwZh+fLl+Pjjj62fXXjhhZm6LOlNeLX0EkII6VNkLBDZtm0bjhw5giNHjqDYtdlksWOYEEIIIXlMxrpm7r77biilPL8IIYQQQgAOvSOEEEJIDmEgQgghhJCcwUCEEEIIITmDgQghhBBCcgYDEUIIIYTkDAYihBBCCMkZDEQIIYQQkjMYiBBCCCEkZzAQIYQQQkjOyJjFezowXVhPnTqV45UQQgghJCjmvh3ETT2vA5G//OUvAIBLL700xyshhBBCSLL85S9/wYABA+IeI1QeD3/RdR0ffvghzjnnHAghcraOU6dO4dJLL0VHR0fCccYkvfDZ5w4++9zA5547+OzTh1IKf/nLX3DxxRdDyvgqkLzOiEgpYyb35pL+/fvzjzNH8NnnDj773MDnnjv47NNDokyICcWqhBBCCMkZDEQIIYQQkjMYiATgC1/4ApYuXYovfOELuV5Kn4PPPnfw2ecGPvfcwWefG/JarEoIIYSQwoYZEUIIIYTkDAYihBBCCMkZDEQIIYQQkjMYiBBCCCEkZzAQSYJjx45h9uzZGDJkCL74xS9i6NChWLp0KT777LNcL61P8OMf/xjXXnstvvSlL+Hv/u7vcr2cguYXv/gFBg8ejLPOOgvXXHMN2tvbc72kgmfXrl341re+hYsvvhhCCDzzzDO5XlKfob6+HqWlpTjnnHNw/vnn4+abb8a7776b62X1GRiIJME777wDXdexZs0avPnmm1i5ciVWr16NxYsX53ppfYLPPvsMFRUVuPfee3O9lIKmpaUF8+fPx9KlS/Haa6+hpKQE5eXlOHnyZK6XVtCcOXMGJSUl+MUvfpHrpfQ5XnzxRdx333145ZVXsG3bNnR3d2PGjBk4c+ZMrpfWJ2D7bg9pbGzEY489hvfffz/XS+kzrF+/Hg888AD++7//O9dLKUiuueYalJaW4uc//zkAY+bTpZdeivvvvx8LFy7M8er6BkIIbN68GTfffHOul9In+fjjj3H++efjxRdfxPXXX5/r5RQ8zIj0kK6uLpx77rm5XgYhaeGzzz7Dq6++imnTplmvSSkxbdo07N27N4crIyR7dHV1AQD/354lGIj0gCNHjmDVqlWoqanJ9VIISQv/+Z//iXA4jAsuuMDx+gUXXIA//vGPOVoVIdlD13U88MADuO6663DllVfmejl9AgYiABYuXAghRNyvd955x/GeEydO4IYbbkBFRQXuueeeHK2895PKsyeEkExx33334dChQ2hubs71UvoMRbleQD7w/e9/H3fffXfcYy677DLrvz/88ENMmTIF1157LdauXZvh1RU2yT57klm+8pWvQNM0/OlPf3K8/qc//QkXXnhhjlZFSHb47ne/i9/85jfYtWsXiouLc72cPgMDEQBf/epX8dWvfjXQsSdOnMCUKVNw9dVX44knnoCUTCr1hGSePck8n//853H11Vdjx44dllBS13Xs2LED3/3ud3O7OEIyhFIK999/PzZv3owXXngBQ4YMyfWS+hQMRJLgxIkTmDx5MgYNGoTly5fj448/tn7GT4uZ54MPPsCf//xnfPDBBwiHw3j99dcBAMOGDcPZZ5+d28UVEPPnz8esWbMwduxYlJWV4ac//SnOnDmD73znO7leWkFz+vRpHDlyxPr30aNH8frrr+Pcc8/FwIEDc7iywue+++7D008/jS1btuCcc86x9FADBgzAF7/4xRyvrg+gSGCeeOIJBcDzi2SeWbNmeT77tra2XC+t4Fi1apUaOHCg+vznP6/KysrUK6+8kuslFTxtbW2ef9+zZs3K9dIKHr//rz/xxBO5XlqfgD4ihBBCCMkZFDgQQgghJGcwECGEEEJIzmAgQgghhJCcwUCEEEIIITmDgQghhBBCcgYDEUIIIYTkDAYihBBCCMkZDEQIIYQQkjMYiBBCCCEkZzAQIYQQQkjOYCBCCCGEkJzBQIQQQgghOeP/ByGoQvf1+DPoAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x[:, 0], x[:, 1], marker=\".\", edgecolors=\"red\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-20T15:02:49.891573700Z",
     "start_time": "2023-12-20T15:02:49.694560100Z"
    }
   },
   "id": "f0db14b48e840a25"
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3116.1706763322227\n"
     ]
    }
   ],
   "source": [
    "# 聚类为2的kmeans训练\n",
    "y_pre = KMeans(n_clusters=2, random_state=9).fit_predict(x)\n",
    "\n",
    "# 可视化\n",
    "plt.scatter(x[:, 0], x[:, 1], marker=\".\", c=y_pre)\n",
    "plt.show()\n",
    "\n",
    "# 用ch_scole查看最后效果\n",
    "print(calinski_harabasz_score(x,y_pre))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-20T14:54:56.679491500Z",
     "start_time": "2023-12-20T14:54:56.335906100Z"
    }
   },
   "id": "a2993d14f27f6d72"
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5924.050613480169\n"
     ]
    }
   ],
   "source": [
    "# 聚类为4的kmeans训练\n",
    "y_pre = KMeans(n_clusters=4, random_state=9).fit_predict(x)\n",
    "\n",
    "# 可视化\n",
    "plt.scatter(x[:, 0], x[:, 1], marker=\".\", c=y_pre)\n",
    "plt.show()\n",
    "\n",
    "# 用calinski_harabasz_score查看最后效果\n",
    "print(calinski_harabasz_score(x,y_pre))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-20T14:56:25.900263400Z",
     "start_time": "2023-12-20T14:56:25.527608200Z"
    }
   },
   "id": "4331d90d0ccb97f7"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "7d50573f4e63796c"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "34cc63450f6302f1"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "1e9185ade05467db"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "517ebd851fc42f48"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "25c50054c5332e80"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "15b7b35c0c9fdec"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "64a899295bb67d7f"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "bd316b26f88b13a2"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
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